Versions Compared

Key

  • This line was added.
  • This line was removed.
  • Formatting was changed.

...

Info

These functions can be used without GROUP BY as well. 


Return Type

Name(Signature)

Description

OSS

bigint

count(*)
,
count(expr)
,
count(DISTINCT expr[, expr...])

count(*) - Returns the total number of retrieved rows, including rows containing NULL values.

count(expr) - Returns the number of rows for which the supplied expression is non-NULL.

count(DISTINCT expr[, expr]) - Returns the number of rows for which the supplied expression(s) are unique and non-NULL. Execution of this can be optimized with hive.optimize.distinct.rewrite.

GenericUDAFCount

double

sum(col), sum(DISTINCT col)

Returns the sum of the elements in the group or the sum of the distinct values of the column in the group.

GenericUDAFSum

double

avg(col), avg(DISTINCT col)

Returns the average of the elements in the group or the average of the distinct values of the column in the group.

GenericUDAFAverage

double

min(col)

Returns the minimum of the column in the group.

GenericUDAFMin

double

max(col)

Returns the maximum value of the column in the group.

GenericUDAFMax

double

variance(col), var_pop(col)

Returns the variance of a numeric column in the group.

GenericUDAFVariance

double

var_samp(col)

Returns the unbiased sample variance of a numeric column in the group.

GenericUDAFVarianceSample

double

stddev_pop(col)

Returns the standard deviation of a numeric column in the group.

GenericUDAFStd

double

stddev_samp(col)

Returns the unbiased sample standard deviation of a numeric column in the group.

GenericUDAFStdSample

double

covar_pop(col1, col2)

Returns the population covariance of a pair of numeric columns in the group.

GenericUDAFCovariance

double

covar_samp(col1, col2)

Returns the sample covariance of a pair of numeric columns in the group.

GenericUDAFCovarianceSample

double

corr(col1, col2)

Returns the Pearson coefficient of correlation of a pair of numeric columns in the group.

GenericUDAFCorrelation

double

percentile(bigint col, p)

Returns the exact pth percentile of a column in the group (does not work with floating point types). p must be between 0 and 1. NOTE: A true percentile can only be computed for integer values. Use PERCENTILE_APPROX if your input is non-integral.

UDAFPercentile

array<double>

percentile(bigint col, array(
p1
p1 [,
p2
 p2]...))

Returns the exact percentiles p1, p2, ... of a column in the group (does not work with floating point types). pi must be between 0 and 1. NOTE: A true percentile can only be computed for integer values. Use PERCENTILE_APPROX if your input is non-integral.


double

percentile_approx(double col, p [, B])

Returns an approximate pth percentile of a numeric column (including floating point types) in the group. The B parameter controls approximation accuracy at the cost of memory. Higher values yield better approximations, and the default is 10,000. When the number of distinct values in col is smaller than B, this gives an exact percentile value.

GenericUDAFPercentileApprox

array<double>

percentile_approx(double col, array(
p1
p1 [,
p2
 p2]...) [, B])

Same as above, but accepts and returns an array of percentile values instead of a single one.


double
regr_avgx(independent, dependent)

Equivalent to avg(dependent). 


double
regr_avgy(independent, dependent)

Equivalent to avg(independent). 


double
regr_count(independent, dependent)

Returns the number of non-null pairs used to fit the linear regression line. 


double
regr_intercept(independent, dependent)

Returns the y-intercept of the linear regression line, i.e. the value of b in the equation dependent = a * independent + b.


double
regr_r2(independent, dependent)

Returns the coefficient of determination for the regression. 


double
regr_slope(independent, dependent)

Returns the slope of the linear regression line, i.e. the value of an in the equation dependent = a * independent + b. 


double
regr_sxx(independent, dependent)

Equivalent to regr_count(independent, dependent) * var_pop(dependent). 


double
regr_sxy(independent, dependent)

Equivalent to regr_count(independent, dependent) * covar_pop(independent, dependent). 


double
regr_syy(independent, dependent)

Equivalent to regr_count(independent, dependent) * var_pop(independent).


array<struct {'x','y'}>

histogram_numeric(col, b)

Computes a histogram of a numeric column in the group using b non-uniformly spaced bins. The output is an array of size b of double-valued (x,y) coordinates that represent the bin centers and heights

GenericUDAFHistogramNumeric

array

collect_set(col)

Returns a set of objects with duplicate elements eliminated.

GenericUDAFCollectSet

array

collect_list(col)

Returns a list of objects with duplicates. 

GenericUDAFCollectList

int
ntile(INTEGER x)

Divides an ordered partition into x groups called buckets and assign a bucket number to each row in the partition. This allows easy calculation of tertiles, quartiles, deciles, percentiles, and other common summary statistics.

GenericUDAFNTile


Tip

Most of the UDAFs ignore NULL values. 

...

Row-set columns types

Name(Signature)

Description

OSS

T

explode(ARRAY<T> a)

Explodes an array to multiple rows. Returns a row-set with a single column (col), one row for each element from the array.

GenericUDTFExplode


Tkey,Tvalue

explode(
MAP<Tkey,Tvalue>
MAP<Tkey,Tvalue> m)

Explodes a map to multiple rows. Returns a row-set with two columns (key,value) , one row for each key-value pair from the input map.

int,T
posexplode(ARRAY<T> a)
Explodes an array to multiple rows with an additional positional column ofint type (position of items in the original array, starting with 0). Returns a row-set with two columns (pos,val), one row for each element from the array.GenericUDTFPosExplode

T1,...,Tn

inline(
ARRAY<STRUCT<f1
ARRAY<STRUCT<f1:
T1
T1,...,
fn:Tn>>
fn:Tn>> a)

Explodes an array of structs to multiple rows. Returns a row-set with N columns (N = number of top level elements in the struct), one row per struct from the array.

GenericUDTFInline

T1,...,Tn/r
stack(int r,
T1 V1
T1  V1,...,
Tn
Tn/r
Vn
 Vn)
Breaks up n values V1,...,Vninto r rows. Each row will have n/r columns. r must be constant.GenericUDTFStack
string1,...,stringn
json_tuple(string jsonStr,string
k1
 k1,...,string
kn
 kn)
Takes JSON string and a set of n keys, and returns a tuple of n values. This is a more efficient version of the get_json_object UDF because it can get multiple keys with just one call.GenericUDTFJSONTuple

string string 1,...,stringn

parse_url_tuple(string urlStr,string
p1
 p1,...,string
pn
 pn)

Takes URLstring and a set of n URL parts, and returns a tuple of n values. This is similar to the parse_url() UDF but can extract multiple parts at once out of a URL. Valid part names are HOST, PATH, QUERY, REF, PROTOCOL, AUTHORITY, FILE, USERINFO, QUERY:<KEY>.

GenericUDTFParseUrlTuple

...

There is no good engine without string manipulation functions. Apache Hive has rich built-instring functions. 

Return Type

Name(Signature)

Description

OSS

int

ascii(string str)

Returns the numeric value of the first character of str.

UDFAscii

string

base64(binary bin)

Converts the argument from binary to a base64string.

UDFBase64

int
character_length(string str)
Returns the number of UTF-8 characters contained in str. The function char_length is shorthand for this function.GenericUDFCharacterLength
string
chr(bigint|double A)
Returns the ASCII character having the binary equivalent to A. If A is larger than 256 the result is equivalent to chr(A % 256). Example: select chr(88); returns "X".UDFChr

string

concat(string|binary A,string|binary B...)

Returns the string or bytes resulting from concatenating the strings or bytes passed in as parameters in order. For example, concat('foo', 'bar') results in 'foobar'. Note that this function can take any number of input strings.

GenericUDFConcat

array<struct<string,double>>

context_ngrams(array<array<string>>, array<string>,int K,int pf)

Returns the top-k contextual N-grams from a set of tokenized sentences, given a string of "context". See StatisticsAndDataMining for more information.

GenericUDAFContextNGrams

string

concat_ws(string SEP,string A,string B...)

Like concat() above, but with custom separator SEP.


GenericUDFConcatWS

string

concat_ws(string SEP, array<string>)

Like concat_ws() above, but taking an array ofstrings.

string

decode(binary bin,string charset)

Decodes the first argument into a string using the provided character set (one of 'US-ASCII', 'ISO-8859-1', 'UTF-8', 'UTF-16BE', 'UTF-16LE', 'UTF-16'). If either argument is null, the result will also be null.

GenericUDFDecode

string
elt(
Nint,str1string,str2string,str3string
N int,str1 string,str2s tring,str3 string,...)

Return string at index number. For example elt(2,'hello','world') returns 'world'. Returns NULL if N is less than 1 or greater than the number of arguments.

GenericUDFElt

binary

encode(string src,string charset)

Encodes the first argument into a BINARY using the provided character set (one of 'US-ASCII', 'ISO-8859-1', 'UTF-8', 'UTF-16BE', 'UTF-16LE', 'UTF-16'). If either argument is null, the result will also be null. 

GenericUDFEncode

int
field(val T,val1 T,val2 T,val3 T,...) 

Returns the index of val in the val1,val2,val3,... list or 0 if not found. For example field('world','say','hello','world') returns 3.
All primitive types are supported, arguments are compared using str.equals(x). If val is NULL, the return value is 0.

GenericUDFField

int

find_in_set(string str,string strList)

Returns the first occurrence of str in strList where strList is a comma-delimited string. Returns null if either argument is null. Returns 0 if the first argument contains any commas. For example, find_in_set('ab', 'abc,b,ab,c,def') returns 3.

UDFFindInSet

string

format_number(number x,int d)

Formats the number X to a format like '#,###,###.##', rounded to D decimal places, and returns the result as a string. If D is 0, the result has no decimal point or fractional part.

GenericUDFFormatNumber

string

get_json_object(string json_string,string path)

Extracts JSON object from a JSON string based on JSON path specified, and returns JSON string of the extracted JSON object. It will return null if the input JSON string is invalid.

Note
titleNote

The json path can only have the characters [0-9a-z_], i.e., no upper-case or special characters. Also, the keys *cannot start with numbers.* This is due to restrictions on Hive column names.


boolean

in_file(string str,string filename)

Returns true if the string str appears as an entire line in filename.

GenericUDFInFile

int

instr(string str,string substr)

Returns the position of the first occurrence of substr in str. Returns null if either of the arguments are null and returns 0 if substr could not be found in str. Be aware that this is not zero-based. The first character in str has index 1.

GenericUDFInstr

int

length(string A)

Returns the length of the string.

GenericUDFLength

int

locate(string substr,string str[,int pos])

Returns the position of the first occurrence of substr in str after position pos.

GenericUDFLocate

string

lower(string A) lcase(string A)

Returns the string resulting from converting all characters of B to lowercase. For example, lower('fOoBaR') results in 'foobar'.

GenericUDFLower

string

lpad(string str,int len,string pad)

Returns str, left-padded with pad to a length of len. If str is longer than len, the return value is shortened to len characters. In the case of an empty padstring, the return value is null.

GenericUDFLpad

string

ltrim(string A)

Returns the string resulting from trimming spaces from the beginning(left-hand side) of A. For example, ltrim(' foobar ') results in 'foobar '.

GenericUDFLTrim

array<struct<string,double>>

ngrams(array<array<string>>,int N,int K,int pf)

Returns the top-k N-grams from a set of tokenized sentences, such as those returned by the sentences() UDAF. See StatisticsAndDataMining for more information.

GenericUDAFnGrams

int
octet_length(string str)
Returns the number of octets required to hold the string str in UTF-8 encoding.  Note that octet_length(str) can be larger than character_length(str).GenericUDFOctetLength

string

parse_url(string urlString,string partToExtract [,string keyToExtract])

Returns the specified part from the URL. Valid values for partToExtract include HOST, PATH, QUERY, REF, PROTOCOL, AUTHORITY, FILE, and USERINFO. For example, parse_url('http://facebook.com/path1/p.php?k1=v1&k2=v2#Ref1', 'HOST') returns 'facebook.com'. Also, a value of a particular key in QUERY can be extracted by providing the key as the third argument, for example, parse_url('http://facebook.com/path1/p.php?k1=v1&k2=v2#Ref1', 'QUERY', 'k1') returns 'v1'.

UDFParseUrl

string

printf(String format, Obj... args)

Returns the input formatted according to printf-style formatstrings.

GenericUDFPrintf

string
quote(String text)

Returns the quoted string 

InputOutput
NULLNULL
DONT'DONT'
DON'T'DON\'T'

Status
colourGreen
titleNew
Includes escape character for any single quotes in Apache Hive 4.0.0

string

regexp_extract(string subject, string pattern, int index)

Returns the string extracted using the pattern. For example, regexp_extract('foothebar', 'foo(.*?)(bar)', 2) returns 'bar.' Note that some care is necessary in using predefined character classes: using '\s' as the second argument will match the letter s; '\\s' is necessary to match whitespace, etc. The 'index' parameter is the Java regex Matcher group() method index. 

UDFRegExpExtract

string

regexp_replace(string INITIAL_STRING, string PATTERN, string REPLACEMENT)

Returns the string resulting from replacing all substrings in INITIAL_STRING that match the java regular expression syntax defined in PATTERN with instances of REPLACEMENT. For example, regexp_replace("foobar", "oo|ar", "") returns 'fb.' Note that some care is necessary in using predefined character classes: using '\s' as the second argument will match the letter s; '\\s' is necessary to match whitespace, etc.

UDFRegExpReplace

string

repeat(string str, int n)

Repeats str in n times.

UDFRepeat

string
replace(string A, string OLD, string NEW)
Returns the string A with all non-overlapping occurrences of OLD replaced with NEW. Example: select replace("ababab", "abab", "Z"); returns "Zab".UDFReplace

string

reverse(string A)

Returns the reversed string.

UDFReverse

string

rpad(string str,int len,string pad)

Returns str, right-padded with pad to a length of len. If str is longer than len, the return value is shortened to len characters. In case of empty padstring, the return value is null.

GenericUDFRpad

string

rtrim(string A)

Returns the string resulting from trimming spaces from the end(right hand side) of A. For example, rtrim(' foobar ') results in ' foobar'.

GenericUDFRTrim

array<array<string>>

sentences(string str,string lang,string locale)

Tokenizes a string of natural language text into words and sentences, where each sentence is broken at the appropriate sentence boundary and returned as an array of words. The 'lang' and 'locale' are optional arguments. For example, sentences('Hello there! How are you?') returns ( ("Hello", "there"), ("How", "are", "you") ).

GenericUDFSentences

string

space(int n)

Returns a string of n spaces.

UDFSpace

array

split(string str, string pat)

Splits str around pat (pat is a regular expression).

GenericUDFSplit

map<string,string>

str_to_map(text[, delimiter1, delimiter2])

Splits text into key-value pairs using two delimiters. Delimiter1 separates text into K-V pairs, and Delimiter2 splits each K-V pair. Default delimiters are ',' for delimiter1 and ':' for delimiter2.

GenericUDFStringToMap

string

substr(string|binary A,int start) substring(string|binary A,int start)

Returns the substring or slice of the byte array of A starting from start position till the end of string A. For example, substr('foobar', 4) results in 'bar'.

GenericUDFSubstringIndex



string

substr(string|binary A,int start,int len) substring(string|binary A,int start,int len)

Returns the substring or slice of the byte array of A starting from start position with length len. For example, substr('foobar', 4, 1) results in 'b'.

string
substring_index(string A,string delim,int count)
Returns the substring from string A before count occurrences of the delimiter delim. If the count is positive, everything to the left of the final delimiter (counting from the left) is returned. If count is negative, everything to the right of the final delimiter (counting from the right) is returned. Substring_index performs a case-sensitive match when searching for delim. Example: substring_index('www.apache.org', '.', 2) = 'www.apache'.GenericUDFSubstringIndex

string

translate(string|char|varchar input,string|char|varchar from,string|char|varchar to)

Translates the input string by replacing the characters present in the fromstring with the corresponding characters in the tostring. This is similar to the translate function in PostgreSQL. If any of the parameters to this UDF are NULL, the result is NULL as well. 

GenericUDFTranslate

string

trim(string A)

Returns the string resulting from trimming spaces from both ends of A. For example, trim(' foobar ') results in 'foobar'

GenericUDFTrim

binary

unbase64(string str)

Converts the argument from a base 64string to BINARY.

UDFUnbase64

string

upper(string A) ucase(string A)

Returns the string resulting from converting all characters of A to upper case. For example, upper('fOoBaR') results in 'FOOBAR'.

GenericUDFUpper

string
initcap(string A)
Returns string, with the first letter of each word in uppercase, all other letters in lowercase. Words are delimited by whitespace.GenericUDFInitCap
int
levenshtein(string A,string B)
Returns the Levenshtein distance between two strings. Example: levenshtein('kitten', 'sitting') results in 3.GenericUDFLevenshtein
string
soundex(string A)
Returns the soundex code of the string. Example: soundex('Miller') results in M460.GenericUDFSoundex

Date Functions

In many analytical workloads Date is one of the most used built-in functions in Hive. The following list contains the supported built-in date functions in Hive.

...